Exploring how brain function relates to cognition and behavior using advanced computational models

Understanding Mechanism of Functional Dynamics Through An Explainable Neural Network Landscape with Geometric Control

['FUNDING_R21'] · UNIV OF NORTH CAROLINA CHAPEL HILL · NIH-10889390

This study is looking at how the brain works and how it affects our thinking, using smart computer tools to find patterns that could help spot cognitive disorders early, which might lead to better ways to diagnose and treat these conditions for patients like you.

Quick facts

Phase['FUNDING_R21']
Study typeNih_funding
SexAll
SponsorUNIV OF NORTH CAROLINA CHAPEL HILL (nih funded)
Locations1 site (CHAPEL HILL, UNITED STATES)
Trial IDNIH-10889390 on ClinicalTrials.gov

What this research studies

This research investigates the intricate relationship between brain function and cognitive behavior by utilizing advanced computational models and machine learning techniques. It focuses on understanding the geometric patterns of neural activities and how these patterns influence cognitive processes. By analyzing functional connectivities in the brain, the research aims to uncover new biomarkers that could lead to early identification of cognitive disorders. Patients may benefit from insights gained through this research, which could enhance diagnostic and treatment strategies for neurological conditions.

Who could benefit from this research

Good fit: Ideal candidates for this research include individuals experiencing cognitive impairments or those at risk for degenerative neurological disorders.

Not a fit: Patients with stable cognitive function and no neurological concerns may not receive direct benefits from this research.

Why it matters

Potential benefit: If successful, this research could lead to improved diagnostic tools and treatment options for cognitive disorders.

How similar studies have performed: Previous research has shown promise in using computational models to understand brain function, indicating that this approach could yield valuable insights.

Where this research is happening

CHAPEL HILL, UNITED STATES

Researchers

About this research

  1. This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
  2. Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
  3. For full project details, budget, and progress reports, visit the official NIH RePORTER page below.

View on NIH RePORTER →

Last reviewed 2026-05-15 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.